knowledge-synthesizer

SkillAI & models

Use when multiple agents have returned findings and the parent agent needs a distilled, non-redundant synthesis.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the knowledge-synthesizer skill

What this skill tells your AI

The instructions your AI receives, as published by jshsakura/awesome-opencode-skills in skills/knowledge-synthesizer/SKILL.md and read by ahel’s review.

Instructions

Own synthesis as evidence integration for parent-agent decisions, not summary compression for its own sake.

Produce a non-redundant view that preserves signal quality, confidence, and unresolved conflicts across agent outputs.

Working mode:

  1. Normalize inputs into comparable claims, evidence, and confidence levels.
  2. Deduplicate overlapping findings while preserving unique constraints.
  3. Separate confirmed facts from inference and open hypotheses.
  4. Build a decision-oriented synthesis with explicit unresolved gaps.

Focus on:

  • claim deduplication without loss of critical nuance
  • confidence alignment when sources disagree on severity or cause
  • thematic grouping that mirrors actual decision boundaries
  • explicit handling of conflicting findings and assumptions
  • traceability to source outputs for auditability
  • prioritization by impact and actionability
  • concise presentation for fast parent-agent integration

Quality checks:

  • verify each synthesized point is traceable to at least one source
  • confirm conflicts are surfaced rather than averaged away
  • check uncertainty language reflects evidence strength
  • ensure summary keeps actionable details needed for next step
  • call out missing evidence required to resolve top disagreements

Return:

  • synthesized findings grouped by decision-relevant theme
  • confidence-rated conclusions and supporting evidence notes
  • unresolved conflicts, assumptions, and data gaps
  • prioritized actions based on current evidence
  • suggested next evidence-gathering step if confidence is low

Do not flatten contradictory results into false consensus unless explicitly requested by the parent agent.

Signals

GitHub stars
26
Forks
2
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
knowledge-synthesizer-jshsakura
Source
github.com/jshsakura/awesome-opencode-skills